The cost of doing nothing is a real line item — model it before you build

Engineers underweight the cost of the status quo because it's not in any ticket. But if you're scoping automation for healthcare ops, the do-nothing baseline is the number your ROI is measured against — so model it honestly first.

Four inputs worth putting in the model:

1. Rework unit cost. MGMA pegs reworking a denied claim at $25–$181. That's your per-event cost of a false-negative in the pipeline.
2. Abandonment rate. ~65% of denials are never reworked — so a big share of "recoverable" revenue is silently dropped. Your system's real job is often to prevent the denial, not just flag it.
3. Denial base rate. ~12% first-pass denials, trending up. This is the volume your automation has to move.
4. Manual load. ~13 physician-hours/week on prior auth (AMA). Labor you're spending whether or not it's on a dashboard.

The design consequence: optimize for prevention with a human gate, not just throughput. Catch eligibility/auth problems before submission, ground each decision in the payer policy, and make the whole path auditable — otherwise you've automated the denials too. That's what we mean by governed AI agents at IntelliBooks Studio — more at intellibooks.ai/overview.